Triton benchmarks igc-90431 LargeIO #1182
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| name: Triton benchmarks | |
| run-name: ${{ inputs.run_name }} | |
| on: | |
| workflow_dispatch: | |
| inputs: | |
| runner_label: | |
| description: Runner label, keep empty for default | |
| type: string | |
| default: "" | |
| tag: | |
| description: Tag for benchmark results | |
| type: string | |
| default: "test" | |
| benchmarking_method: | |
| description: The method used to obtain performance numbers | |
| type: choice | |
| options: | |
| - PYTORCH_LEGACY_PROFILER_USING_IPEX | |
| - ELAPSED_TIME | |
| - UPSTREAM_PYTORCH_PROFILER | |
| default: PYTORCH_LEGACY_PROFILER_USING_IPEX | |
| run_name: | |
| description: Run name | |
| type: string | |
| default: "Triton benchmarks" | |
| skip_benchmarks: | |
| description: JSON list of benchmarks to skip | |
| type: string | |
| default: "[]" | |
| use_pyenv_python: | |
| description: Use Python built with pyenv | |
| type: boolean | |
| default: false | |
| schedule: | |
| - cron: "5 23 * * *" | |
| pull_request: | |
| branches: | |
| - main | |
| paths: | |
| - .github/workflows/triton-benchmarks.yml | |
| - benchmarks/** | |
| permissions: read-all | |
| env: | |
| PYTHON_VERSION: "3.10" | |
| BENCHMARKING_METHOD: ${{ inputs.benchmarking_method || 'PYTORCH_LEGACY_PROFILER_USING_IPEX' }} | |
| USE_IPEX: ${{ github.event_name != 'workflow_dispatch' && '1' || inputs.benchmarking_method == 'PYTORCH_LEGACY_PROFILER_USING_IPEX' && '1' || '0' }} | |
| TAG: ${{ inputs.tag || (github.event_name == 'pull_request' && format('pr-{0}', github.event.number)) || (github.event_name == 'schedule' && 'ci') || 'test' }} | |
| jobs: | |
| build: | |
| name: Triton benchmarks | |
| runs-on: | |
| - ${{ inputs.runner_label || 'max1550' }} | |
| timeout-minutes: 720 | |
| defaults: | |
| run: | |
| shell: bash -noprofile --norc -eo pipefail -c "source /opt/intel/oneapi/setvars.sh > /dev/null; source {0}" | |
| steps: | |
| - name: Print inputs | |
| run: | | |
| cat <<EOF | |
| ${{ toJSON(inputs) }} | |
| EOF | |
| - name: Checkout repository | |
| uses: actions/checkout@v4 | |
| - name: Load pip cache | |
| id: pip-cache | |
| uses: ./.github/actions/load | |
| with: | |
| path: $HOME/.cache/pip | |
| # pip cache per commit id just to minimize network traffic | |
| key: pip-$PYTHON_VERSION-$GITHUB_SHA | |
| - name: Install Python | |
| if: ${{ !(inputs.use_pyenv_python || false) }} | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: ${{ env.PYTHON_VERSION }} | |
| - name: Install Python (from pyenv) ${{ inputs.python_version }} | |
| if: ${{ inputs.use_pyenv_python }} | |
| uses: ./.github/actions/setup-pyenv-python | |
| with: | |
| python-version: ${{ env.PYTHON_VERSION }} | |
| - name: Identify Python version | |
| run: | | |
| PYTHON_VERSION="$(python -c 'import sys; print(f"{sys.version_info[0]}.{ sys.version_info[1]}")')" | |
| echo "PYTHON_VERSION=$PYTHON_VERSION" | tee -a $GITHUB_ENV | |
| - name: Install Python build dependencies | |
| run: | | |
| pip install wheel cmake | |
| - name: Setup PyTorch with IPEX | |
| if: ${{ env.USE_IPEX == '1' }} | |
| uses: ./.github/actions/setup-pytorch | |
| with: | |
| repository: Stonepia/pytorch | |
| - name: Setup PyTorch without IPEX | |
| if: ${{ env.USE_IPEX == '0' }} | |
| uses: ./.github/actions/setup-pytorch | |
| with: | |
| repository: pytorch/pytorch | |
| - name: Setup IPEX | |
| if: ${{ env.USE_IPEX == '1' }} | |
| uses: ./.github/actions/setup-ipex | |
| - name: Build Triton wheels | |
| uses: ./.github/actions/setup-triton | |
| with: | |
| command: DEBUG=1 python setup.py bdist_wheel | |
| - name: Install Triton | |
| run: | | |
| pip install python/dist/*.whl | |
| - name: Install benchmark dependencies | |
| run: | | |
| pip install matplotlib pandas tabulate | |
| - name: Create reports dir | |
| run: | | |
| mkdir reports | |
| echo "REPORTS=$PWD/reports" >> $GITHUB_ENV | |
| - name: Install benchmarks | |
| id: install | |
| run: | | |
| cd benchmarks | |
| python setup.py install | |
| - name: Run Triton FA kernel benchmark | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'flash_attention_fwd_benchmark.py') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| python flash_attention_fwd_benchmark.py --reports $REPORTS | |
| source ../../scripts/capture-hw-details.sh | |
| python ../../scripts/build_report.py $REPORTS/attn-performance.csv $REPORTS/attn-triton-report.csv --benchmark attn --compiler triton --param_cols "Z,H,N_CTX,D_HEAD,CAUSAL" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| python ../../scripts/build_report.py $REPORTS/attn-performance.csv $REPORTS/attn-xetla-report.csv --benchmark attn --compiler xetla --param_cols "Z,H,N_CTX,D_HEAD,CAUSAL" --tflops_col XeTLA-TFlops --hbm_col "XeTLA-GB/s" --tag $TAG | |
| - name: Run Triton FA kernel benchmark - advanced path | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() && !contains(fromJson(inputs.skip_benchmarks || '[]'), 'flash_attention_fwd_benchmark.py_advanced') }} | |
| run: | | |
| cd benchmarks/triton_kernels_benchmark | |
| TRITON_INTEL_ADVANCED_PATH=1 \ | |
| IGC_VISAOptions=" -enableBCR" \ | |
| python flash_attention_fwd_benchmark.py --reports $REPORTS | |
| TAG="${TAG}-adv" | |
| source ../../scripts/capture-hw-details.sh | |
| python ../../scripts/build_report.py $REPORTS/attn-performance.csv $REPORTS/attn-triton-advanced-report.csv --benchmark attn --compiler triton --param_cols "Z,H,N_CTX,D_HEAD,CAUSAL" --tflops_col Triton-TFlops --hbm_col "Triton-GB/s" --tag $TAG | |
| - name: Save pip cache | |
| if: ${{ steps.pip-cache.outputs.status == 'miss' }} | |
| uses: ./.github/actions/save | |
| with: | |
| path: ${{ steps.pip-cache.outputs.path }} | |
| dest: ${{ steps.pip-cache.outputs.dest }} | |
| - name: Upload benchmark reports | |
| if: ${{ steps.install.outcome == 'success' && !cancelled() }} | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: benchmark-reports | |
| path: reports |